505_tecator

Dataset statistics

Number of variables	20
Number of observations	240
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	24
Duplicate rows (%)	10.0%
Total size in memory	37.6 KiB
Average record size in memory	160.5 B

Variable types

NUM	20

Reproduction

Analysis started	2020-08-25 00:00:26.768113
Analysis finished	2020-08-25 00:01:21.266521
Duration	54.5 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 24 (10.0%) duplicate rows	Duplicates
`absorbance_43` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_19` is highly correlated with `absorbance_43` and 15 other fields	High correlation
`absorbance_37` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_77` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_54` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_91` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_57` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`principal_component_22` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_5` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_28` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_45` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_96` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_20` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_78` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_11` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`principal_component_1` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`absorbance_12` is highly correlated with `absorbance_19` and 15 other fields	High correlation
`target` is highly correlated with `moisture`	High correlation
`moisture` is highly correlated with `target`	High correlation

absorbance_19
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	215
Unique (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.900202876329422
Minimum	2.0709199905395512
Maximum	4.503210067749023
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.070919991
5-th percentile	2.25751996
Q1	2.566262484
median	2.816080093
Q3	3.164000034
95-th percentile	3.753278911
Maximum	4.503210068
Range	2.432290077
Interquartile range (IQR)	0.5977375507

Descriptive statistics

Standard deviation	0.4627075494
Coefficient of variation (CV)	0.1595431662
Kurtosis	0.5609614523
Mean	2.900202876
Median Absolute Deviation (MAD)	0.2894300222
Skewness	0.7878484167
Sum	696.0486903
Variance	0.2140982763

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.497980118	2	0.8%
2.248250008	2	0.8%
3.019789934	2	0.8%
2.544650078	2	0.8%
3.633090019	2	0.8%
2.25751996	2	0.8%
2.391750097	2	0.8%
2.260050058	2	0.8%
2.313649893	2	0.8%
3.020169973	2	0.8%
3.287499905	2	0.8%
2.203510046	2	0.8%
2.724159956	2	0.8%
2.680949926	2	0.8%
2.16057992	2	0.8%
4.02064991	2	0.8%
3.226480007	2	0.8%
2.735729933	2	0.8%
2.960370064	2	0.8%
2.371799946	2	0.8%
2.812210083	2	0.8%
2.763770103	2	0.8%
2.629889965	2	0.8%
3.479310036	2	0.8%
2.435709953	2	0.8%
Other values (190)	190	79.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.070919991	1	0.4%
2.16057992	2	0.8%
2.192100048	1	0.4%
2.200540066	1	0.4%
2.203510046	2	0.8%
2.224149942	1	0.4%
2.248250008	2	0.8%
2.251450062	1	0.4%
2.25751996	2	0.8%
2.257639885	1	0.4%

Value	Count	Frequency (%)
4.503210068	1	0.4%
4.451950073	1	0.4%
4.272230148	1	0.4%
4.150430202	1	0.4%
4.02064991	2	0.8%
3.987879992	1	0.4%
3.942260027	1	0.4%
3.835799932	1	0.4%
3.813649893	1	0.4%
3.812890053	1	0.4%

absorbance_43
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.1770017911990482
Minimum	2.201280117034912
Maximum	5.1852898597717285
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.201280117
5-th percentile	2.413398516
Q1	2.782559931
median	3.075719953
Q3	3.539352536
95-th percentile	4.166873169
Maximum	5.18528986
Range	2.984009743
Interquartile range (IQR)	0.7567926049

Descriptive statistics

Standard deviation	0.5535418727
Coefficient of variation (CV)	0.1742340449
Kurtosis	0.6729464798
Mean	3.177001791
Median Absolute Deviation (MAD)	0.3609399796
Skewness	0.8076085223
Sum	762.4804299
Variance	0.3064086048

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.222660065	2	0.8%
2.412230015	2	0.8%
2.886130095	2	0.8%
4.354640007	2	0.8%
2.47529006	2	0.8%
2.789730072	2	0.8%
2.695029974	2	0.8%
2.353169918	2	0.8%
2.393840075	2	0.8%
3.629290104	2	0.8%
3.528729916	2	0.8%
2.542570114	2	0.8%
3.152199984	2	0.8%
3.543499947	2	0.8%
3.062959909	2	0.8%
3.134160042	2	0.8%
2.413460016	2	0.8%
3.894360065	2	0.8%
2.297100067	2	0.8%
2.598129988	2	0.8%
2.833909988	2	0.8%
3.984469891	2	0.8%
3.716690063	2	0.8%
2.605870008	2	0.8%
2.648989916	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.201280117	1	0.4%
2.297100067	2	0.8%
2.353169918	2	0.8%
2.362689972	1	0.4%
2.372139931	1	0.4%
2.392270088	1	0.4%
2.393840075	2	0.8%
2.412230015	2	0.8%
2.413460016	2	0.8%
2.418600082	1	0.4%

Value	Count	Frequency (%)
5.18528986	1	0.4%
5.014840126	1	0.4%
4.786670208	1	0.4%
4.703360081	1	0.4%
4.640749931	1	0.4%
4.640220165	1	0.4%
4.400129795	1	0.4%
4.354640007	2	0.8%
4.323070049	1	0.4%
4.210549831	1	0.4%

absorbance_37
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.0805174628893535
Minimum	2.119080066680908
Maximum	5.0487799644470215
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.119080067
5-th percentile	2.334641504
Q1	2.694422483
median	2.977229953
Q3	3.440812469
95-th percentile	4.012723875
Maximum	5.048779964
Range	2.929699898
Interquartile range (IQR)	0.7463899851

Descriptive statistics

Standard deviation	0.5404062887
Coefficient of variation (CV)	0.1754271142
Kurtosis	0.6705578814
Mean	3.080517463
Median Absolute Deviation (MAD)	0.3492400646
Skewness	0.7941846529
Sum	739.3241911
Variance	0.2920389568

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.769190073	2	0.8%
3.885360003	2	0.8%
3.033910036	2	0.8%
2.329509974	2	0.8%
2.331629992	2	0.8%
2.33720994	2	0.8%
2.762459993	2	0.8%
2.706599951	2	0.8%
3.511320114	2	0.8%
3.148849964	2	0.8%
3.443089962	2	0.8%
2.811830044	2	0.8%
2.446660042	2	0.8%
3.426579952	2	0.8%
2.627019882	2	0.8%
3.065799952	2	0.8%
2.501430035	2	0.8%
2.95314002	2	0.8%
2.262639999	2	0.8%
3.635090113	2	0.8%
4.251719952	2	0.8%
2.500710011	2	0.8%
2.210309982	2	0.8%
2.392090082	2	0.8%
2.436160088	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.119080067	1	0.4%
2.210309982	2	0.8%
2.262639999	2	0.8%
2.268850088	1	0.4%
2.280859947	1	0.4%
2.32013011	1	0.4%
2.329509974	2	0.8%
2.331629992	2	0.8%
2.334800005	1	0.4%
2.33720994	2	0.8%

Value	Count	Frequency (%)
5.048779964	1	0.4%
4.868140221	1	0.4%
4.659800053	1	0.4%
4.562240124	1	0.4%
4.52451992	1	0.4%
4.515120029	1	0.4%
4.251719952	2	0.8%
4.18516016	1	0.4%
4.185140133	1	0.4%
4.065859795	1	0.4%

absorbance_77
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.4851444522539774
Minimum	2.618520021438598
Maximum	5.356110095977783
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.618520021
5-th percentile	2.787038505
Q1	3.09602499
median	3.407570004
Q3	3.77056253
95-th percentile	4.50752728
Maximum	5.356110096
Range	2.737590075
Interquartile range (IQR)	0.6745375395

Descriptive statistics

Standard deviation	0.5460757232
Coefficient of variation (CV)	0.1566866828
Kurtosis	0.7617903691
Mean	3.485144452
Median Absolute Deviation (MAD)	0.3425949812
Skewness	0.9186772685
Sum	836.4346685
Variance	0.2981986955

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.438509941	2	0.8%
2.873929977	2	0.8%
2.729229927	2	0.8%
4.520209789	2	0.8%
3.012010098	2	0.8%
3.868890047	2	0.8%
2.802619934	2	0.8%
3.536350012	2	0.8%
4.046269894	2	0.8%
3.380609989	2	0.8%
2.797290087	2	0.8%
4.212550163	2	0.8%
3.717020035	2	0.8%
3.084110022	2	0.8%
2.932869911	2	0.8%
2.621249914	2	0.8%
3.166549921	2	0.8%
2.729480028	2	0.8%
2.839799881	2	0.8%
3.14248991	2	0.8%
3.895050049	2	0.8%
4.230579853	2	0.8%
3.12748003	2	0.8%
3.525439978	2	0.8%
3.184969902	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.618520021	1	0.4%
2.621249914	2	0.8%
2.666179895	1	0.4%
2.706549883	1	0.4%
2.729229927	2	0.8%
2.729480028	2	0.8%
2.751080036	1	0.4%
2.756580114	1	0.4%
2.766870022	1	0.4%
2.788100004	1	0.4%

Value	Count	Frequency (%)
5.356110096	1	0.4%
5.339710236	1	0.4%
5.150680065	1	0.4%
5.111030102	1	0.4%
4.947909832	1	0.4%
4.908420086	1	0.4%
4.732419968	1	0.4%
4.669789791	1	0.4%
4.656079769	1	0.4%
4.596710205	1	0.4%

absorbance_54
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.469911245505015
Minimum	2.571700096130371
Maximum	5.299210071563722
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.571700096
5-th percentile	2.753701031
Q1	3.092867553
median	3.382640004
Q3	3.745627403
95-th percentile	4.485849309
Maximum	5.299210072
Range	2.727509975
Interquartile range (IQR)	0.65275985

Descriptive statistics

Standard deviation	0.5319556947
Coefficient of variation (CV)	0.1533052741
Kurtosis	0.7933574042
Mean	3.469911246
Median Absolute Deviation (MAD)	0.3144450188
Skewness	0.907269042
Sum	832.7786989
Variance	0.2829768612

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.191649914	2	0.8%
2.969170094	2	0.8%
3.828910112	2	0.8%
3.646830082	2	0.8%
2.757050037	2	0.8%
2.669529915	2	0.8%
2.97142005	2	0.8%
2.699019909	2	0.8%
2.753710032	2	0.8%
3.145800114	2	0.8%
2.687680006	2	0.8%
3.506139994	2	0.8%
4.024059772	2	0.8%
3.368489981	2	0.8%
2.995539904	2	0.8%
4.660029888	2	0.8%
2.889179945	2	0.8%
2.820770025	2	0.8%
3.402859926	2	0.8%
4.195340157	2	0.8%
3.131789923	2	0.8%
3.492259979	2	0.8%
3.810630083	2	0.8%
4.140510082	2	0.8%
3.229140043	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.571700096	1	0.4%
2.669529915	2	0.8%
2.687680006	2	0.8%
2.699019909	2	0.8%
2.7026999	1	0.4%
2.724620104	1	0.4%
2.73958993	1	0.4%
2.749409914	1	0.4%
2.753530025	1	0.4%
2.753710032	2	0.8%

Value	Count	Frequency (%)
5.299210072	1	0.4%
5.281889915	1	0.4%
5.091139793	1	0.4%
5.032770157	1	0.4%
4.904520035	1	0.4%
4.722539902	1	0.4%
4.677189827	1	0.4%
4.660029888	2	0.8%
4.605700016	1	0.4%
4.590829849	1	0.4%

absorbance_91
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.2085254162549974
Minimum	2.355679988861084
Maximum	5.144619941711426
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.355679989
5-th percentile	2.494076419
Q1	2.803192496
median	3.109969974
Q3	3.550982475
95-th percentile	4.171465945
Maximum	5.144619942
Range	2.788939953
Interquartile range (IQR)	0.747789979

Descriptive statistics

Standard deviation	0.5480163756
Coefficient of variation (CV)	0.1708000731
Kurtosis	0.5844005624
Mean	3.208525416
Median Absolute Deviation (MAD)	0.3584200144
Skewness	0.8655772925
Sum	770.0460999
Variance	0.300321948

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.77692008	2	0.8%
2.489449978	2	0.8%
3.67986989	2	0.8%
3.624039888	2	0.8%
2.355679989	2	0.8%
2.722340107	2	0.8%
3.999170065	2	0.8%
2.654570103	2	0.8%
3.339600086	2	0.8%
3.077159882	2	0.8%
2.522690058	2	0.8%
3.810869932	2	0.8%
3.14902997	2	0.8%
2.582609892	2	0.8%
3.974220037	2	0.8%
2.883490086	2	0.8%
3.199980021	2	0.8%
4.124479771	2	0.8%
2.556689978	2	0.8%
3.508780003	2	0.8%
2.523570061	2	0.8%
2.837970018	2	0.8%
2.455060005	2	0.8%
2.845659971	2	0.8%
3.825069904	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.355679989	2	0.8%
2.358809948	1	0.4%
2.363960028	1	0.4%
2.444859982	1	0.4%
2.447999954	1	0.4%
2.455060005	2	0.8%
2.465159893	1	0.4%
2.475349903	1	0.4%
2.489449978	2	0.8%
2.494319916	1	0.4%

Value	Count	Frequency (%)
5.144619942	1	0.4%
5.053860188	1	0.4%
4.73127985	1	0.4%
4.710649967	1	0.4%
4.673639774	1	0.4%
4.580790043	1	0.4%
4.536139965	1	0.4%
4.476910114	1	0.4%
4.367440224	1	0.4%
4.351759911	1	0.4%

absorbance_57
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	215
Unique (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.576310459772746
Minimum	2.6743500232696533
Maximum	5.411829948425293
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.674350023
5-th percentile	2.86432004
Q1	3.193055034
median	3.502510071
Q3	3.860144913
95-th percentile	4.611752534
Maximum	5.411829948
Range	2.737479925
Interquartile range (IQR)	0.6670898795

Descriptive statistics

Standard deviation	0.5388887145
Coefficient of variation (CV)	0.1506828673
Kurtosis	0.8455228954
Mean	3.57631046
Median Absolute Deviation (MAD)	0.3189001083
Skewness	0.9272523171
Sum	858.3145103
Variance	0.2904010466

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.517270088	2	0.8%
4.261290073	2	0.8%
3.218709946	2	0.8%
4.112720013	2	0.8%
4.289969921	2	0.8%
3.758470058	2	0.8%
3.051429987	2	0.8%
2.793200016	2	0.8%
3.281490088	2	0.8%
4.756130219	2	0.8%
3.922260046	2	0.8%
3.615530014	2	0.8%
3.25316	2	0.8%
2.920380116	2	0.8%
3.502510071	2	0.8%
3.08491993	2	0.8%
3.000720024	2	0.8%
3.571619987	2	0.8%
2.869149923	2	0.8%
2.794850111	2	0.8%
3.118989944	2	0.8%
3.921839952	2	0.8%
2.86432004	2	0.8%
3.183609962	2	0.8%
2.749880075	2	0.8%
Other values (190)	190	79.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.674350023	1	0.4%
2.749880075	2	0.8%
2.792579889	1	0.4%
2.793200016	2	0.8%
2.794850111	2	0.8%
2.813290119	1	0.4%
2.852040052	1	0.4%
2.86184001	1	0.4%
2.86432004	2	0.8%
2.865509987	1	0.4%

Value	Count	Frequency (%)
5.411829948	1	0.4%
5.406209946	1	0.4%
5.236969948	1	0.4%
5.2363801	1	0.4%
5.022870064	1	0.4%
4.919710159	1	0.4%
4.773590088	1	0.4%
4.756130219	2	0.8%
4.739709854	1	0.4%
4.683380127	1	0.4%

moisture
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	141
Unique (%)	58.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	62.84537490208944
Minimum	32.799999237060554
Maximum	76.5999984741211
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	32.79999924
5-th percentile	40.98500004
Q1	55.5
median	66.19999695
Q3	72.02499962
95-th percentile	74.30000305
Maximum	76.59999847
Range	43.79999924
Interquartile range (IQR)	16.52499962

Descriptive statistics

Standard deviation	11.03780735
Coefficient of variation (CV)	0.1756343624
Kurtosis	0.01899853359
Mean	62.8453749
Median Absolute Deviation (MAD)	6.499998093
Skewness	-0.9728012485
Sum	15082.88998
Variance	121.8331911

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
72.5	8	3.3%
50.29999924	5	2.1%
73.5	5	2.1%
61.40000153	4	1.7%
72.69999695	4	1.7%
69.30000305	4	1.7%
74.59999847	3	1.2%
65.19999695	3	1.2%
72.80000305	3	1.2%
65.69999695	3	1.2%
71.59999847	3	1.2%
64.59999847	3	1.2%
69.5	3	1.2%
55.5	3	1.2%
72.59999847	3	1.2%
63.59999847	3	1.2%
49.5	3	1.2%
67.30000305	3	1.2%
73.40000153	3	1.2%
66.19999695	3	1.2%
70.30000305	3	1.2%
72.09999847	3	1.2%
76.59999847	2	0.8%
58.29999924	2	0.8%
74.30000305	2	0.8%
Other values (116)	156	65.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
32.79999924	1	0.4%
32.90000153	1	0.4%
33	1	0.4%
34.04999924	2	0.8%
34.90000153	1	0.4%
35.5	1	0.4%
35.93999863	1	0.4%
39.29999924	1	0.4%
39.5	1	0.4%
40.20000076	1	0.4%

Value	Count	Frequency (%)
76.59999847	2	0.8%
76.09999847	1	0.4%
75.59999847	2	0.8%
75.09999847	1	0.4%
74.59999847	3	1.2%
74.5	2	0.8%
74.30000305	2	0.8%
74.19999695	1	0.4%
74.09999847	2	0.8%
74	2	0.8%

principal_component_22
Real number (ℝ)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.025066189945694834
Minimum	-1.7170699834823608
Maximum	3.647140026092529
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	-1.717069983
5-th percentile	-1.409648556
Q1	-0.698264733
median	-0.1654189974
Q3	0.5832222551
95-th percentile	1.888599968
Maximum	3.647140026
Range	5.36421001
Interquartile range (IQR)	1.281486988

Descriptive statistics

Standard deviation	1.021316934
Coefficient of variation (CV)	40.74480152
Kurtosis	0.6351282575
Mean	0.02506618995
Median Absolute Deviation (MAD)	0.6353870183
Skewness	0.844508343
Sum	6.015885587
Variance	1.04308828

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.9679009914	2	0.8%
-0.5965170264	2	0.8%
0.1685969979	2	0.8%
-0.5189669728	2	0.8%
-1.482460022	2	0.8%
-0.908149004	2	0.8%
1.51928997	2	0.8%
0.7813820243	2	0.8%
0.8162580132	2	0.8%
-1.070600033	2	0.8%
-0.9381530285	2	0.8%
1.386389971	2	0.8%
-0.1673099995	2	0.8%
1.113870025	2	0.8%
-1.411710024	2	0.8%
-1.530689955	2	0.8%
-0.6196259856	2	0.8%
-1.207559943	2	0.8%
2.200229883	2	0.8%
0.466178	2	0.8%
-1.346179962	2	0.8%
-1.417469978	2	0.8%
0.08041200042	2	0.8%
-0.1195719987	2	0.8%
0.9500129819	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.717069983	1	0.4%
-1.530689955	2	0.8%
-1.482460022	2	0.8%
-1.445150018	1	0.4%
-1.422250032	1	0.4%
-1.419280052	1	0.4%
-1.417469978	2	0.8%
-1.411710024	2	0.8%
-1.409540057	1	0.4%
-1.370210052	1	0.4%

Value	Count	Frequency (%)
3.647140026	1	0.4%
3.451590061	1	0.4%
2.942189932	1	0.4%
2.939310074	1	0.4%
2.605779886	1	0.4%
2.490439892	1	0.4%
2.259390116	1	0.4%
2.200229883	2	0.8%
2.196199894	1	0.4%
2.159169912	1	0.4%

absorbance_5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.830278420448303
Minimum	2.064169883728028
Maximum	4.278470039367677
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.064169884
5-th percentile	2.233700037
Q1	2.528457463
median	2.762040019
Q3	3.054682434
95-th percentile	3.613693559
Maximum	4.278470039
Range	2.214300156
Interquartile range (IQR)	0.5262249708

Descriptive statistics

Standard deviation	0.4223033892
Coefficient of variation (CV)	0.149209133
Kurtosis	0.6179594537
Mean	2.83027842
Median Absolute Deviation (MAD)	0.2582999468
Skewness	0.8015680429
Sum	679.2668209
Variance	0.1783401525

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.511719942	2	0.8%
2.60510993	2	0.8%
2.191190004	2	0.8%
3.167740107	2	0.8%
2.918489933	2	0.8%
2.899130106	2	0.8%
2.391849995	2	0.8%
2.511009932	2	0.8%
2.233700037	2	0.8%
2.153000116	2	0.8%
2.467519999	2	0.8%
2.683990002	2	0.8%
2.228919983	2	0.8%
2.67711997	2	0.8%
2.288640022	2	0.8%
3.117619991	2	0.8%
2.399770021	2	0.8%
2.910749912	2	0.8%
2.638459921	2	0.8%
2.743910074	2	0.8%
3.89309001	2	0.8%
3.350409985	2	0.8%
3.385750055	2	0.8%
2.240289927	2	0.8%
4.278470039	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.064169884	1	0.4%
2.153000116	2	0.8%
2.181299925	1	0.4%
2.191190004	2	0.8%
2.192150116	1	0.4%
2.224720001	1	0.4%
2.228919983	2	0.8%
2.230619907	1	0.4%
2.233700037	2	0.8%
2.240289927	2	0.8%

Value	Count	Frequency (%)
4.278470039	1	0.4%
4.256430149	1	0.4%
4.116360188	1	0.4%
3.964509964	1	0.4%
3.89309001	2	0.8%
3.787209988	1	0.4%
3.734220028	1	0.4%
3.682620049	1	0.4%
3.681459904	1	0.4%
3.661530018	1	0.4%

absorbance_28
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.97397679289182
Minimum	2.090840101242065
Maximum	4.725110054016113
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.090840101
5-th percentile	2.288313544
Q1	2.610839963
median	2.886895061
Q3	3.264217556
95-th percentile	3.863896024
Maximum	4.725110054
Range	2.634269953
Interquartile range (IQR)	0.6533775926

Descriptive statistics

Standard deviation	0.494918714
Coefficient of variation (CV)	0.1664164681
Kurtosis	0.5928869395
Mean	2.973976793
Median Absolute Deviation (MAD)	0.3102599382
Skewness	0.7870728445
Sum	713.7544303
Variance	0.2449445334

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.742189884	2	0.8%
4.129039764	2	0.8%
3.008559942	2	0.8%
2.764389992	2	0.8%
2.814169884	2	0.8%
2.661689997	2	0.8%
2.181220055	2	0.8%
2.719229937	2	0.8%
2.387010098	2	0.8%
2.426870108	2	0.8%
2.228310108	2	0.8%
3.601409912	2	0.8%
3.342619896	2	0.8%
2.58310008	2	0.8%
3.366189957	2	0.8%
2.346299887	2	0.8%
3.167399883	2	0.8%
2.896529913	2	0.8%
2.288480043	2	0.8%
3.08585	2	0.8%
2.280100107	2	0.8%
2.293390036	2	0.8%
2.448110104	2	0.8%
3.569509983	2	0.8%
3.866100073	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.090840101	1	0.4%
2.181220055	2	0.8%
2.220619917	1	0.4%
2.228209972	1	0.4%
2.228310108	2	0.8%
2.258229971	1	0.4%
2.280100107	2	0.8%
2.281939983	1	0.4%
2.285150051	1	0.4%
2.288480043	2	0.8%

Value	Count	Frequency (%)
4.725110054	1	0.4%
4.629429817	1	0.4%
4.404910088	1	0.4%
4.350830078	1	0.4%
4.19328022	1	0.4%
4.16836977	1	0.4%
4.129039764	2	0.8%
3.964339972	1	0.4%
3.950299978	1	0.4%
3.942569971	1	0.4%

principal_component_2
Real number (ℝ)

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05138024978417282
Minimum	-4.464059829711914
Maximum	2.7265100479125977
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	-4.46405983
5-th percentile	-1.225460052
Q1	-0.5495232642
median	0.05482154898
Q3	0.6838707477
95-th percentile	1.388145518
Maximum	2.726510048
Range	7.190569878
Interquartile range (IQR)	1.233394012

Descriptive statistics

Standard deviation	0.9739102628
Coefficient of variation (CV)	18.95495384
Kurtosis	3.886619525
Mean	0.05138024978
Median Absolute Deviation (MAD)	0.6115694363
Skewness	-0.8369186135
Sum	12.33125995
Variance	0.9485012

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.3883039951	2	0.8%
-0.08547110111	2	0.8%
0.9750329852	2	0.8%
-1.225460052	2	0.8%
1.535760045	2	0.8%
1.05250001	2	0.8%
-0.6421530247	2	0.8%
-0.3592939973	2	0.8%
-0.5025500059	2	0.8%
0.2222130001	2	0.8%
-1.482859969	2	0.8%
0.5077750087	2	0.8%
0.2935290039	2	0.8%
-0.1914570034	2	0.8%
-1.048810005	2	0.8%
-0.5485010147	2	0.8%
0.757776022	2	0.8%
2.525480032	2	0.8%
0.1564899981	2	0.8%
0.1915670037	2	0.8%
-1.060289979	2	0.8%
-0.5838620067	2	0.8%
0.7543860078	2	0.8%
1.183330059	2	0.8%
-0.6036859751	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.46405983	1	0.4%
-4.263140202	1	0.4%
-4.215569973	1	0.4%
-1.929550052	1	0.4%
-1.59228003	1	0.4%
-1.515650034	1	0.4%
-1.482859969	2	0.8%
-1.436190009	1	0.4%
-1.349060059	1	0.4%
-1.263010025	1	0.4%

Value	Count	Frequency (%)
2.726510048	1	0.4%
2.625880003	1	0.4%
2.525480032	2	0.8%
1.574040055	1	0.4%
1.535760045	2	0.8%
1.528900027	1	0.4%
1.479930043	1	0.4%
1.403910041	1	0.4%
1.399889946	1	0.4%
1.394140005	1	0.4%

absorbance_45
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.198417503635089
Minimum	2.2430799007415767
Maximum	5.153240203857422
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.243079901
5-th percentile	2.448774481
Q1	2.805739939
median	3.093950033
Q3	3.551257491
95-th percentile	4.204218554
Maximum	5.153240204
Range	2.910160303
Interquartile range (IQR)	0.7455175519

Descriptive statistics

Standard deviation	0.5442494805
Coefficient of variation (CV)	0.1701621129
Kurtosis	0.6616453542
Mean	3.198417504
Median Absolute Deviation (MAD)	0.3455450535
Skewness	0.8154577584
Sum	767.6202009
Variance	0.296207497

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.917959929	2	0.8%
2.398309946	2	0.8%
3.565129995	2	0.8%
3.907890081	2	0.8%
2.864860058	2	0.8%
2.634449959	2	0.8%
3.186889887	2	0.8%
2.341550112	2	0.8%
3.144040108	2	0.8%
2.449939966	2	0.8%
3.254780054	2	0.8%
2.574399948	2	0.8%
2.436510086	2	0.8%
3.990940094	2	0.8%
2.724790096	2	0.8%
2.511859894	2	0.8%
2.826780081	2	0.8%
3.079020023	2	0.8%
3.50883007	2	0.8%
3.631299973	2	0.8%
2.638180017	2	0.8%
3.753230095	2	0.8%
2.423719883	2	0.8%
4.383059978	2	0.8%
2.969229937	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.243079901	1	0.4%
2.341550112	2	0.8%
2.398309946	2	0.8%
2.404880047	1	0.4%
2.410360098	1	0.4%
2.423460007	1	0.4%
2.423719883	2	0.8%
2.436510086	2	0.8%
2.449419975	1	0.4%
2.449939966	2	0.8%

Value	Count	Frequency (%)
5.153240204	1	0.4%
5.02147007	1	0.4%
4.750299931	1	0.4%
4.742959976	1	0.4%
4.588190079	1	0.4%
4.575240135	1	0.4%
4.448329926	1	0.4%
4.383059978	2	0.8%
4.328030109	1	0.4%
4.232600212	1	0.4%

absorbance_96
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.111090126633644
Minimum	2.260580062866211
Maximum	5.058949947357178
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.260580063
5-th percentile	2.409699917
Q1	2.703512549
median	3.019659996
Q3	3.469204962
95-th percentile	4.057581615
Maximum	5.058949947
Range	2.798369884
Interquartile range (IQR)	0.7656924129

Descriptive statistics

Standard deviation	0.5479432617
Coefficient of variation (CV)	0.1761258078
Kurtosis	0.5318139954
Mean	3.111090127
Median Absolute Deviation (MAD)	0.3616300821
Skewness	0.8504095041
Sum	746.6616304
Variance	0.3002418181

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.604739904	2	0.8%
2.785340071	2	0.8%
2.624919891	2	0.8%
2.426340103	2	0.8%
2.409699917	2	0.8%
3.727159977	2	0.8%
3.98755002	2	0.8%
2.448950052	2	0.8%
3.533149958	2	0.8%
3.885469913	2	0.8%
2.359070063	2	0.8%
2.561249971	2	0.8%
2.425600052	2	0.8%
3.081830025	2	0.8%
3.429490089	2	0.8%
3.914629936	2	0.8%
2.667949915	2	0.8%
3.051599979	2	0.8%
3.269469976	2	0.8%
2.264620066	2	0.8%
2.973570108	2	0.8%
2.494290113	2	0.8%
2.732300043	2	0.8%
2.743609905	2	0.8%
3.063489914	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.260580063	1	0.4%
2.264620066	2	0.8%
2.267309904	1	0.4%
2.340090036	1	0.4%
2.357599974	1	0.4%
2.359070063	2	0.8%
2.365689993	1	0.4%
2.368999958	1	0.4%
2.404279947	1	0.4%
2.409699917	2	0.8%

Value	Count	Frequency (%)
5.058949947	1	0.4%
4.94535017	1	0.4%
4.615849972	1	0.4%
4.597959995	1	0.4%
4.519110203	1	0.4%
4.503190041	1	0.4%
4.475679874	1	0.4%
4.317379951	1	0.4%
4.266679764	1	0.4%
4.262310028	1	0.4%

absorbance_20
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.90839337905248
Minimum	2.0727701187133794
Maximum	4.528039932250977
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.072770119
5-th percentile	2.260573077
Q1	2.571252584
median	2.82368505
Q3	3.175560057
95-th percentile	3.764445043
Maximum	4.528039932
Range	2.455269814
Interquartile range (IQR)	0.6043074727

Descriptive statistics

Standard deviation	0.4662879613
Coefficient of variation (CV)	0.1603249288
Kurtosis	0.5640096423
Mean	2.908393379
Median Absolute Deviation (MAD)	0.2921750546
Skewness	0.7870489725
Sum	698.014411
Variance	0.2174244629

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.728499889	2	0.8%
2.263479948	2	0.8%
3.50612998	2	0.8%
2.251620054	2	0.8%
3.492549896	2	0.8%
2.372649908	2	0.8%
2.685139894	2	0.8%
2.633290052	2	0.8%
3.238770008	2	0.8%
3.296339989	2	0.8%
4.032380104	2	0.8%
2.548589945	2	0.8%
2.162509918	2	0.8%
2.317090034	2	0.8%
2.436269999	2	0.8%
2.744800091	2	0.8%
2.395580053	2	0.8%
2.260590076	2	0.8%
2.965770006	2	0.8%
3.037990093	2	0.8%
2.822030067	2	0.8%
2.205990076	2	0.8%
3.027260065	2	0.8%
3.64489007	2	0.8%
2.730700016	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.072770119	1	0.4%
2.162509918	2	0.8%
2.194910049	1	0.4%
2.203399897	1	0.4%
2.205990076	2	0.8%
2.227910042	1	0.4%
2.251620054	2	0.8%
2.255100012	1	0.4%
2.260250092	1	0.4%
2.260590076	2	0.8%

Value	Count	Frequency (%)
4.528039932	1	0.4%
4.471570015	1	0.4%
4.286570072	1	0.4%
4.172999859	1	0.4%
4.032380104	2	0.8%
4.011179924	1	0.4%
3.967639923	1	0.4%
3.847719908	1	0.4%
3.83059001	1	0.4%
3.829479933	1	0.4%

absorbance_78
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.4674241811037065
Minimum	2.6022698879241943
Maximum	5.342740058898926
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.602269888
5-th percentile	2.766491556
Q1	3.075847566
median	3.387539983
Q3	3.755847514
95-th percentile	4.491071582
Maximum	5.342740059
Range	2.740470171
Interquartile range (IQR)	0.6799999475

Descriptive statistics

Standard deviation	0.5461830395
Coefficient of variation (CV)	0.1575183799
Kurtosis	0.7495106188
Mean	3.467424181
Median Absolute Deviation (MAD)	0.3425600529
Skewness	0.9150957985
Sum	832.1818035
Variance	0.2983159126

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4.031229973	2	0.8%
3.881289959	2	0.8%
3.505429983	2	0.8%
2.915220022	2	0.8%
2.993570089	2	0.8%
2.712280035	2	0.8%
2.85284996	2	0.8%
3.704370022	2	0.8%
3.360620022	2	0.8%
3.065639973	2	0.8%
4.197490215	2	0.8%
3.148420095	2	0.8%
2.823250055	2	0.8%
3.122659922	2	0.8%
2.603699923	2	0.8%
4.493760109	2	0.8%
2.713570118	2	0.8%
2.779769897	2	0.8%
3.523940086	2	0.8%
4.215760231	2	0.8%
3.110039949	2	0.8%
3.419529915	2	0.8%
2.785180092	2	0.8%
3.853399992	2	0.8%
3.523220062	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.602269888	1	0.4%
2.603699923	2	0.8%
2.646300077	1	0.4%
2.690109968	1	0.4%
2.712280035	2	0.8%
2.713570118	2	0.8%
2.730829954	1	0.4%
2.737210035	1	0.4%
2.748850107	1	0.4%
2.767420053	1	0.4%

Value	Count	Frequency (%)
5.342740059	1	0.4%
5.322780132	1	0.4%
5.121809959	1	0.4%
5.085579872	1	0.4%
4.932849884	1	0.4%
4.883419991	1	0.4%
4.723549843	1	0.4%
4.662290096	1	0.4%
4.637750149	1	0.4%
4.581190109	1	0.4%

absorbance_11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.851989742120107
Minimum	2.0634698867797847
Maximum	4.353300094604491
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.063469887
5-th percentile	2.239120007
Q1	2.538077533
median	2.776279926
Q3	3.091012418
95-th percentile	3.671506917
Maximum	4.353300095
Range	2.289830208
Interquartile range (IQR)	0.552934885

Descriptive statistics

Standard deviation	0.438211676
Coefficient of variation (CV)	0.1536512104
Kurtosis	0.5726662126
Mean	2.851989742
Median Absolute Deviation (MAD)	0.2746150494
Skewness	0.7957162107
Sum	684.4775381
Variance	0.192029473

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.242739916	2	0.8%
2.759919882	2	0.8%
2.611479998	2	0.8%
2.521029949	2	0.8%
3.434139967	2	0.8%
2.445480108	2	0.8%
2.152650118	2	0.8%
2.192490101	2	0.8%
3.219130039	2	0.8%
2.653460026	2	0.8%
2.234019995	2	0.8%
2.379290104	2	0.8%
2.239120007	2	0.8%
3.940639973	2	0.8%
2.926959991	2	0.8%
3.153199911	2	0.8%
2.689529896	2	0.8%
3.556440115	2	0.8%
2.381099939	2	0.8%
3.396389961	2	0.8%
2.926719904	2	0.8%
2.697299957	2	0.8%
2.961990118	2	0.8%
2.295039892	2	0.8%
2.467730045	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.063469887	1	0.4%
2.152650118	2	0.8%
2.180330038	1	0.4%
2.189739943	1	0.4%
2.192490101	2	0.8%
2.214289904	1	0.4%
2.233809948	1	0.4%
2.234019995	2	0.8%
2.239120007	2	0.8%
2.242739916	2	0.8%

Value	Count	Frequency (%)
4.353300095	1	0.4%
4.326600075	1	0.4%
4.17553997	1	0.4%
4.021560192	1	0.4%
3.940639973	2	0.8%
3.85187006	1	0.4%
3.797610044	1	0.4%
3.746229887	1	0.4%
3.717259884	1	0.4%
3.709609985	1	0.4%

principal_component_1
Real number (ℝ)

HIGH CORRELATION

Distinct count	216
Unique (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.02620146224702087
Minimum	-1.7071700096130369
Maximum	3.6231300830841056
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	-1.70717001
5-th percentile	-1.386414969
Q1	-0.6980747432
median	-0.1695729941
Q3	0.5814020038
95-th percentile	1.915250546
Maximum	3.623130083
Range	5.330300093
Interquartile range (IQR)	1.279476747

Descriptive statistics

Standard deviation	1.023758004
Coefficient of variation (CV)	39.0725523
Kurtosis	0.6478474144
Mean	0.02620146225
Median Absolute Deviation (MAD)	0.6370964944
Skewness	0.8548177114
Sum	6.288350939
Variance	1.048080451

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.157349944	2	0.8%
-1.507349968	2	0.8%
1.502879977	2	0.8%
1.387429953	2	0.8%
0.7694450021	2	0.8%
0.4653019905	2	0.8%
-0.1695729941	2	0.8%
-0.9442420006	2	0.8%
-0.1454830021	2	0.8%
0.805562973	2	0.8%
-1.404139996	2	0.8%
-1.082589984	2	0.8%
-0.9138360023	2	0.8%
0.1750440001	2	0.8%
-1.388599992	2	0.8%
-0.6000760198	2	0.8%
-0.9732879996	2	0.8%
2.180170059	2	0.8%
-1.230200052	2	0.8%
-0.5968160033	2	0.8%
-1.506860018	2	0.8%
-1.337520003	2	0.8%
0.07890369743	2	0.8%
-0.5288400054	2	0.8%
-0.6529960036	1	0.4%
Other values (191)	191	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.70717001	1	0.4%
-1.507349968	2	0.8%
-1.506860018	2	0.8%
-1.449390054	1	0.4%
-1.430320024	1	0.4%
-1.410230041	1	0.4%
-1.404139996	2	0.8%
-1.388599992	2	0.8%
-1.386299968	1	0.4%
-1.348809958	1	0.4%

Value	Count	Frequency (%)
3.623130083	1	0.4%
3.497260094	1	0.4%
3.036439896	1	0.4%
2.849649906	1	0.4%
2.653870106	1	0.4%
2.493390083	1	0.4%
2.39763999	1	0.4%
2.194060087	1	0.4%
2.180170059	2	0.8%
2.172630072	1	0.4%

absorbance_12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	215
Unique (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.8565737058719
Minimum	2.0638699531555176
Maximum	4.368110179901123
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.063869953
5-th percentile	2.241219997
Q1	2.540657461
median	2.780689955
Q3	3.098787427
95-th percentile	3.681327403
Maximum	4.36811018
Range	2.304240227
Interquartile range (IQR)	0.5581299663

Descriptive statistics

Standard deviation	0.4409819294
Coefficient of variation (CV)	0.1543744271
Kurtosis	0.5681664755
Mean	2.856573706
Median Absolute Deviation (MAD)	0.2761849165
Skewness	0.7948403608
Sum	685.5776894
Variance	0.1944650621

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.380599976	2	0.8%
3.160370111	2	0.8%
2.296689987	2	0.8%
2.153049946	2	0.8%
3.949569941	2	0.8%
2.442929983	2	0.8%
2.613120079	2	0.8%
2.969150066	2	0.8%
2.764149904	2	0.8%
3.404999971	2	0.8%
3.564640045	2	0.8%
2.78986001	2	0.8%
3.442150116	2	0.8%
2.656399965	2	0.8%
2.243809938	2	0.8%
2.93392992	2	0.8%
2.23477006	2	0.8%
3.227590084	2	0.8%
2.241219997	2	0.8%
2.523309946	2	0.8%
2.693000078	2	0.8%
2.193209887	2	0.8%
2.377029896	2	0.8%
2.930289984	2	0.8%
2.700059891	2	0.8%
Other values (190)	190	79.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.063869953	1	0.4%
2.153049946	2	0.8%
2.18091011	1	0.4%
2.190079927	1	0.4%
2.193209887	2	0.8%
2.21374011	1	0.4%
2.23477006	2	0.8%
2.235039949	1	0.4%
2.241219997	2	0.8%
2.243809938	2	0.8%

Value	Count	Frequency (%)
4.36811018	1	0.4%
4.339779854	1	0.4%
4.186450005	1	0.4%
4.033510208	1	0.4%
3.949569941	2	0.8%
3.864820004	1	0.4%
3.810889959	1	0.4%
3.757129908	1	0.4%
3.725470066	1	0.4%
3.720160007	1	0.4%

target
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	157
Unique (%)	65.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.502083312968413
Minimum	0.8999999761581421
Maximum	58.5
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	0.8999999762
5-th percentile	3.594999909
Q1	7.074999928
median	13.5
Q3	28.32499933
95-th percentile	47.79999924
Maximum	58.5
Range	57.60000002
Interquartile range (IQR)	21.2499994

Descriptive statistics

Standard deviation	14.36250499
Coefficient of variation (CV)	0.7762642046
Kurtosis	0.08816751834
Mean	18.50208331
Median Absolute Deviation (MAD)	7.549999952
Skewness	1.003501925
Sum	4440.499995
Variance	206.2815495

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6.400000095	6	2.5%
6.800000191	4	1.7%
7.199999809	4	1.7%
10.10000038	4	1.7%
6.599999905	4	1.7%
11	4	1.7%
5.599999905	4	1.7%
11.19999981	4	1.7%
7.699999809	4	1.7%
7.099999905	3	1.2%
3.700000048	3	1.2%
35.20000076	3	1.2%
5.199999809	3	1.2%
6	3	1.2%
16.39999962	3	1.2%
31.5	3	1.2%
13.5	3	1.2%
3.900000095	2	0.8%
14.60000038	2	0.8%
18.79999924	2	0.8%
13.80000019	2	0.8%
8.399999619	2	0.8%
4.599999905	2	0.8%
28.89999962	2	0.8%
2.900000095	2	0.8%
Other values (132)	162	67.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.8999999762	2	0.8%
1.399999976	1	0.4%
1.700000048	2	0.8%
2	2	0.8%
2.799999952	2	0.8%
2.900000095	2	0.8%
3.5	1	0.4%
3.599999905	1	0.4%
3.700000048	3	1.2%
3.900000095	2	0.8%

Value	Count	Frequency (%)
58.5	1	0.4%
57.90000153	1	0.4%
56.59999847	1	0.4%
56.13000107	2	0.8%
55.09999847	2	0.8%
54.74000168	1	0.4%
49.09999847	1	0.4%
48.5	1	0.4%
48.20000076	1	0.4%
47.79999924	2	0.8%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	absorbance_19	absorbance_43	absorbance_37	absorbance_77	absorbance_54	absorbance_91	absorbance_57	moisture	principal_component_22	absorbance_5	absorbance_28	principal_component_2	absorbance_45	absorbance_96	absorbance_20	absorbance_78	absorbance_11	principal_component_1	absorbance_12	target
0	2.66585	2.92085	2.82706	3.27891	3.21771	3.00247	3.32847	60.500000	-0.419313	2.61981	2.72628	-0.458634	2.93846	2.89966	2.67281	3.26232	2.62964	-0.430300	2.63245	22.500000
1	2.94929	3.30681	3.21584	3.47626	3.43188	3.30473	3.51458	46.000000	0.096692	2.85138	3.05345	0.620297	3.29700	3.24045	2.96072	3.46552	2.88264	0.105243	2.88898	40.099998
2	2.63361	2.80649	2.73344	2.99569	3.08554	2.70934	3.16677	71.000000	-0.710290	2.58996	2.67892	1.327240	2.83541	2.61461	2.63835	2.97612	2.60414	-0.746164	2.60714	8.400000
3	2.87308	3.04579	2.97159	3.33376	3.34793	2.99820	3.45998	72.800003	-0.165963	2.83001	2.92043	1.017360	3.07889	2.87988	2.87789	3.31204	2.84374	-0.199337	2.84664	5.900000
4	2.86331	3.20140	3.08153	3.61305	3.49800	3.32201	3.64789	58.299999	0.145777	2.79538	2.94986	-1.208090	3.22544	3.21765	2.87280	3.59463	2.81272	0.123863	2.81704	25.500000
5	3.14457	3.55699	3.43974	3.73929	3.65830	3.57163	3.75803	44.000000	0.604382	3.03190	3.26393	0.389925	3.55656	3.50972	3.15703	3.72831	3.06982	0.576482	3.07724	42.700001
6	3.13566	3.51619	3.44511	3.67229	3.68262	3.50544	3.74947	44.000000	0.556410	3.01117	3.25812	0.769790	3.50259	3.44456	3.14936	3.66175	3.05213	0.510650	3.06032	42.700001
7	2.56808	2.77516	2.68288	3.18497	3.12683	2.88903	3.25322	69.300003	-0.607287	2.52944	2.61666	-0.734988	2.81083	2.78372	2.57328	3.16623	2.53937	-0.633746	2.54193	10.600000
8	3.41491	3.74353	3.63442	4.14958	4.06862	3.84916	4.20183	61.400002	1.237340	3.29956	3.51296	-0.361310	3.77184	3.73709	3.42586	4.13086	3.34243	1.196810	3.35035	19.900000
9	3.55545	3.91029	3.79670	4.30535	4.29569	3.98173	4.40592	61.400002	1.497380	3.42735	3.66176	-0.266759	3.94003	3.86413	3.56757	4.28533	3.47511	1.508840	3.48385	19.900000

Last rows

	absorbance_19	absorbance_43	absorbance_37	absorbance_77	absorbance_54	absorbance_91	absorbance_57	moisture	principal_component_22	absorbance_5	absorbance_28	principal_component_2	absorbance_45	absorbance_96	absorbance_20	absorbance_78	absorbance_11	principal_component_1	absorbance_12	target
230	2.26005	2.39384	2.32951	2.62125	2.66953	2.35568	2.74988	73.500000	-1.482460	2.22892	2.29339	0.757776	2.42372	2.26462	2.26348	2.60370	2.23912	-1.507350	2.24122	3.7
231	2.38369	2.53220	2.46337	2.75658	2.82084	2.46516	2.90524	73.300003	-1.226160	2.34890	2.42195	0.890679	2.56361	2.36569	2.38759	2.73721	2.35996	-1.247280	2.36237	3.9
232	2.73187	2.89663	2.82189	3.21957	3.20835	2.94615	3.29908	73.199997	-0.459045	2.67881	2.77619	0.468707	2.93038	2.84745	2.73677	3.20261	2.69884	-0.449416	2.70255	4.4
233	2.73492	2.90334	2.82289	3.18625	3.24247	2.85433	3.33862	73.000000	-0.468047	2.69794	2.77629	0.844515	2.93992	2.73883	2.73927	3.16471	2.70918	-0.475119	2.71170	4.6
234	3.06381	3.25354	3.17275	3.57353	3.57991	3.24478	3.69013	70.000000	0.228537	3.01027	3.11689	0.881085	3.28808	3.12776	3.06936	3.55251	3.02865	0.234281	3.03234	6.6
235	3.32572	3.55110	3.46070	3.88491	3.89752	3.58114	4.00223	70.000000	0.824097	3.24476	3.39171	0.779491	3.58873	3.47599	3.33295	3.86511	3.27592	0.825209	3.28154	6.6
236	3.40927	3.63830	3.54649	3.93292	3.99543	3.57622	4.10146	69.699997	0.950013	3.32683	3.47700	1.265710	3.67638	3.45251	3.41683	3.90955	3.35796	0.952150	3.36364	7.1
237	2.72138	2.90720	2.82607	3.22883	3.23814	2.93754	3.33717	69.099998	-0.438117	2.67065	2.77066	0.315996	2.94145	2.83503	2.72670	3.21011	2.68813	-0.437939	2.69157	7.7
238	3.13308	3.34404	3.26871	3.61008	3.61807	3.36466	3.70173	66.300003	0.383060	3.04653	3.19908	1.095870	3.37193	3.27777	3.14047	3.59423	3.08082	0.362874	3.08689	10.4
239	3.46361	3.75707	3.65064	4.16791	4.11568	3.87706	4.23053	65.199997	1.229940	3.35275	3.55266	-0.133524	3.79262	3.77173	3.47336	4.14984	3.39610	1.257940	3.40378	12.3

Most frequent

	absorbance_19	absorbance_43	absorbance_37	absorbance_77	absorbance_54	absorbance_91	absorbance_57	moisture	principal_component_22	absorbance_5	absorbance_28	principal_component_2	absorbance_45	absorbance_96	absorbance_20	absorbance_78	absorbance_11	principal_component_1	absorbance_12	target	count
0	2.16058	2.29710	2.21031	2.72948	2.68768	2.45506	2.79485	76.599998	-1.530690	2.15300	2.18122	-1.060290	2.34155	2.35907	2.16251	2.71228	2.15265	-1.506860	2.15305	0.9	2
1	2.20351	2.35317	2.26264	2.80262	2.75371	2.52357	2.86432	75.599998	-1.417470	2.19119	2.22831	-1.225460	2.39831	2.42560	2.20599	2.78518	2.19249	-1.388600	2.19321	2.0	2
2	2.24825	2.41223	2.33721	2.72923	2.69902	2.48945	2.79320	61.400002	-1.411710	2.23370	2.28010	-0.191457	2.43651	2.40970	2.25162	2.71357	2.23402	-1.404140	2.23477	14.6	2
3	2.25752	2.41346	2.33163	2.79729	2.75705	2.52269	2.86915	72.500000	-1.346180	2.24029	2.28848	-0.642153	2.44994	2.42634	2.26059	2.77977	2.24274	-1.337520	2.24381	6.4	2
4	2.26005	2.39384	2.32951	2.62125	2.66953	2.35568	2.74988	73.500000	-1.482460	2.22892	2.29339	0.757776	2.42372	2.26462	2.26348	2.60370	2.23912	-1.507350	2.24122	3.7	2
5	2.31365	2.47529	2.39209	2.83980	2.82077	2.58261	2.92038	72.500000	-1.207560	2.28864	2.34630	-0.502550	2.51186	2.49429	2.31709	2.82325	2.29504	-1.230200	2.29669	6.4	2
6	2.37180	2.54257	2.44666	2.93287	2.88918	2.65457	3.00072	71.300003	-1.070600	2.39977	2.38701	-0.548501	2.57440	2.56125	2.37265	2.91522	2.37929	-1.082590	2.37703	13.8	2
7	2.39175	2.60587	2.50143	3.08411	2.99554	2.77692	3.11899	64.599998	-0.908149	2.39185	2.42687	-1.482860	2.63818	2.66795	2.39558	3.06564	2.38110	-0.913836	2.38060	13.5	2
8	2.43571	2.59813	2.50071	3.01201	2.96917	2.72234	3.08492	72.900002	-0.938153	2.46752	2.44811	-0.583862	2.63445	2.62492	2.43627	2.99357	2.44548	-0.944242	2.44293	11.2	2
9	2.54465	2.69503	2.62702	2.87393	2.97142	2.55669	3.05143	74.500000	-0.967901	2.51101	2.58310	1.535760	2.72479	2.44895	2.54859	2.85285	2.52103	-0.973288	2.52331	5.2	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent